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math.AP2024
Convergence rates for Poisson learning to a Poisson equation with measure data
Leon Bungert, Jeff Calder, Max Mihailescu +2
In this paper we prove discrete to continuum convergence rates for Poisson Learning, a graph-based semi-supervised learning algorithm that is based on solving the graph Poisson equ…
math.AP2024★ 3 cited
A mean curvature flow arising in adversarial training
Leon Bungert, Tim Laux, Kerrek Stinson
We connect adversarial training for binary classification to a geometric evolution equation for the decision boundary. Relying on a perspective that recasts adversarial training as…